Risk Assessment Modeler

The Problem

Risk teams in Australian financial institutions spend a large portion of their time on data wrangling: pulling figures from different systems, cleaning and reconciling datasets, and formatting outputs for regulatory reports. APRA’s prudential standards require regular stress testing and capital adequacy reporting, and the data preparation for each cycle can take weeks. The actual analysis and strategic thinking gets squeezed into whatever time is left, which is not how you want your most experienced people spending their days.

How It Works

The agent connects to your core banking and risk platforms, pulling the data needed for credit, market, and operational risk models. It runs scenario analyses against your defined parameters, producing outputs in the format your reporting tools expect. For stress testing, it can run multiple scenarios in parallel rather than sequentially, compressing what used to take days into hours. Results feed into your existing dashboards and regulatory reporting templates.

Australian Regulatory Context

APRA’s CPS 220 and APS 110 requirements mean Australian ADIs cannot cut corners on risk modelling. The agent does not replace your risk framework or the judgement of your risk team. It handles the mechanical parts of the process: data extraction, transformation, calculation, and report generation. Your team then reviews, interprets, and acts on the outputs. If your risk reporting cycle is consuming too much of your team’s time, our automated data processing team can walk you through how this fits your specific requirements.